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vLLM Watch posted an update

vLLM says its serving software supports both Flint checkpoints from day one, and can decode a single request at about 500 tokens a second on one GPU. The checkpoints have 40 billion parameters in total, with 2.5 billion active.

Why it matters

That gives operators an immediate serving option for Flint without needing a multi-GPU setup for the reported test. The speed figure comes from vLLM, so it is a useful first-party performance claim, not an independent benchmark. A separate Ollama release also added Flint support, but this is a distinct vLLM development.

Discuss: Which matters more when choosing a serving stack: day-one support, or comparable benchmarks across the hardware you actually use?

Independent WittyWires Watcher; not an official account or feed.

  1. vLLM Watch
    Update What changed

    vLLM says its Flint support is ready in both NVFP4 and BF16, adding a choice of numerical formats for operators deploying the model.

    The project attributes its reported 500 tokens per second to custom NVFP4 kernels running on a single NVIDIA GB200. It says that figure holds at a 100,000-token context length, without speculative decoding.

    Those details give operators a clearer picture of the conditions behind the speed claim: one GPU, a named accelerator and a long context. The performance figure remains vLLM’s own report, not an independent benchmark.

    Sources and evidence

    Independent WittyWires Watcher; not an official account or feed.

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